Publications

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G. L. Marcialis, Coli, P., and Roli, F., Fingerprint Liveness Detection based on Fake Finger characteristics, International Journal of Digital Crime and Forensics, vol. 4, no. 3, 2012.
G. L. Marcialis, Roli, F., and Didaci, L., Personal identity verification by serial fusion of fingerprint and face matchers, Pattern Recognition, vol. 42, pp. 2807-2817, 2009.
G. L. Marcialis and Roli, F., Fusion of LDA and PCA for Face Recognition, in 8th Congress of Italian Association for Artificial Intelligence, Siena (Italy), 2002.
G. L. Marcialis and Roli, F., Experimental results on fusion of multiple fingerprint matchers, in 4th International Conference on Audio- and Video-based Person Authentication (AVBPA03), Guildford (U.K.), 2003, vol. 2688, pp. 814-820.
G. L. Marcialis, Didaci, L., and Roli, F., Estimating the serial combination's performance from that of individual base classifiers, in IAPR 17th Int. Conf. on Image Analysis and Processing (ICIAP 2013), 2013, vol. Springer LNCS 8156, pp. 622-631. (210.77 KB)
G. L. Marcialis, Fusion of multiple classifiers for person recognition by fingerprints and faces, Cagliari (Italy), 2004.
G. L. Marcialis, Roli, F., and Tidu, A., Analysis of Fingerprint Pores for Vitality Detection, in Pattern Recognition (ICPR), 2010 20th International Conference on, Instanbul (Turkey), 2010.
G. L. Marcialis and Roli, F., Score-level fusion of fingerprint and face matchers for personal verification under “stress” conditions, in 14th IEEE International Conference on Image Analysis and Processing ICIAP 2007, 2007.
G. L. Marcialis and Roli, F., Fingerprint verification by fusion of optical and capacitive sensors, Pattern Recognition Letters, vol. 25, pp. 1315-1322, 2004.
G. L. Marcialis, Roli, F., and Frasconi, P., Fingerprint Classification by Combination of Flat and Structural Approaches, in 3rd International Conference on Audio- and Video- Based Biometric Person Authentication AVBPA'01, Halmstad (Sweden), 2001, vol. 2091, pp. 241-246.
G. L. Marcialis and Roli, F., High security fingerprint verification by perceptron-based fusion of multiple matchers, in 5th International Workshop on Multiple Classifiers Systems (MCS04), Cagliari (Italy), 2004, vol. 3077, pp. 364-373.
G. L. Marcialis, Roli, F., and Loddo, P., Fusion of Multiple Matchers for Fingerprint Verification, in 8th Congress of Italian Association for Artificial Intelligence, Siena (Italy), 2002.
G. L. Marcialis, Rattani, A., and Roli, F., Biometric template update: an experimental investigation on the relationship between update errors and performance degradation in face verification, in Joint IAPR Int. Workshop on Structural and Syntactical Pattern Recognition and Statistical Techniques in Pattern Recognition S+SSPR08, Orlando (Florida, USA), 2008.
G. L. Marcialis, Mastinu, P., and Roli, F., Serial fusion of multi-modal biometric systems, in Biometric Measurements and Systems for Security and Medical Applications (BIOMS), 2010 IEEE Workshop on, Taranto (Italy), 2010.
G. L. Marcialis and Roli, F., Fingerprint verification by decision-level fusion of optical and capacitive sensors, in International Workshop on Biometric Authentication (BioAW04), Prague (Czech Republic), 2004, vol. 3087, pp. 307-317.
G. L. Marcialis and Roli, F., Perceptron-based fusion of multiple fingerprint matchers, in First International Workshop on Artificial Neural Networks in Pattern Recognition (ANNPR03), Firenze (Italy), 2003, pp. 92-99.
G. L. Marcialis, Lewicke, A., Tan, B., Coli, P., Congiu, A., Tidu, A., Roli, F., and Schuckers, S., First International Fingerprint Liveness Detection Competition, in 14th International Conference on Image Analysis and Processing, Vietri sul Mare (Italy), 2009.
G. L. Marcialis, Ghiani, L., Vetter, K., Morgeneier, D., and Roli, F., Large Scale Experiments on Fingerprint Liveness Detection, in Joint IAPR Int. Work. on Structural and Statistical Pattern Recognition (SPR & SSPR 2012), Hiroshima (Japan), 2012. (452.46 KB)
M. Mauri, Mulas, A., and Ariu, D., The Dark Side of Open Data, 2nd International Workshop on Knowledge Discovery on the WEB (KDWEB). Cagliari, 2016. (124.62 KB) (1.33 MB)
M. Melis, Maiorca, D., Biggio, B., Giacinto, G., and Roli, F., Explaining Black-box Android Malware Detection, in 26th European Signal Processing Conference (EUSIPCO '18), Rome, Italy, 2018, pp. 524-528. (431.78 KB)
M. Melis, Demontis, A., Biggio, B., Brown, G., Fumera, G., and Roli, F., Is Deep Learning Safe for Robot Vision? Adversarial Examples against the iCub Humanoid, in ICCV 2017 Workshop on Vision in Practice on Autonomous Robots (ViPAR), Venice, Italy, 2017, vol. 2017 IEEE International Conference on Computer Vision Workshops (ICCVW), pp. 751-759. (3.16 MB)
M. Melis, Demontis, A., Pintor, M., Sotgiu, A., and Biggio, B., secml: A Python Library for Secure and Explainable Machine Learning. 2019. (1.1 MB)
M. Melis, Piras, L., Biggio, B., Giacinto, G., Fumera, G., and Roli, F., Fast Image Classification with Reduced Multiclass Support Vector Machines, in 18th Int'l Conf. on Image Analysis and Processing, Genova, Italy, 2015, vol. Image Analysis and Processing (ICIAP 2015), pp. 78-88. (829.37 KB)
A. Montali, Giacinto, G., Migliaccio, M., and Gambardella, A., Supervised Pattern Classification Techniques for Oil Spill Classification in SAR Images: Preliminary Results, in SEASAR2006 Workshop, ESA-ESRIN, Frascati, Italy, 2006, pp. 23-26.
L. Muñoz-González, Biggio, B., Demontis, A., Paudice, A., Wongrassamee, V., Lupu, E. C., and Roli, F., Towards Poisoning of Deep Learning Algorithms with Back-gradient Optimization, in 10th ACM Workshop on Artificial Intelligence and Security, 2017, pp. 27-38.

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